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    "# Bidirectional Recurrent Neural Networks\n",
    "\n",
    "Training a Bidirectional RNN for a Wrong Application"
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   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from d2l import torch as d2l\n",
    "\n",
    "class BiRNNScratch(d2l.Module):\n",
    "    def __init__(self, num_inputs, num_hiddens, sigma=0.01):\n",
    "        super().__init__()\n",
    "        self.save_hyperparameters()\n",
    "        self.f_rnn = d2l.RNNScratch(num_inputs, num_hiddens, sigma)\n",
    "        self.b_rnn = d2l.RNNScratch(num_inputs, num_hiddens, sigma)\n",
    "        self.num_hiddens *= 2\n",
    "\n",
    "@d2l.add_to_class(BiRNNScratch)\n",
    "def forward(self, inputs, Hs=None):\n",
    "    f_H, b_H = Hs if Hs is not None else (None, None)\n",
    "    f_outputs, f_H = self.f_rnn(inputs, f_H)\n",
    "    b_outputs, b_H = self.b_rnn(reversed(inputs), b_H)\n",
    "    outputs = [torch.cat((f, b), -1) for f, b in zip(f_outputs, b_outputs)]\n",
    "    return outputs, (f_H, b_H)\n",
    "\n",
    "data = d2l.TimeMachine(batch_size=1024, num_steps=32)\n",
    "birnn = BiRNNScratch(num_inputs=len(data.vocab), num_hiddens=32)\n",
    "model = d2l.RNNLMScratch(birnn, vocab_size=len(data.vocab), lr=2)\n",
    "trainer = d2l.Trainer(max_epochs=50, gradient_clip_val=1, num_gpus=1)\n",
    "trainer.fit(model, data)"
   ]
  },
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   "execution_count": 6,
   "metadata": {
    "origin_pos": 10,
    "tab": [
     "pytorch"
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   ],
   "source": [
    "class BiGRU(d2l.RNN):\n",
    "    def __init__(self, num_inputs, num_hiddens):\n",
    "        d2l.Module.__init__(self)\n",
    "        self.save_hyperparameters()\n",
    "        self.rnn = nn.GRU(num_inputs, num_hiddens, bidirectional=True)\n",
    "        self.num_hiddens *= 2\n",
    "\n",
    "gru = BiGRU(num_inputs=len(data.vocab), num_hiddens=32)\n",
    "model = d2l.RNNLM(gru, vocab_size=len(data.vocab), lr=2)\n",
    "trainer.fit(model, data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "origin_pos": 11,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'it hasasasasasasasasasasas'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict('it has', 20, data.vocab, d2l.try_gpu())"
   ]
  }
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